# 中国交通警察指挥手势识别
This is a pytorch deep learning project that recognizes 8 kinds of Traffic police commanding gestures.
**[English Readme](readme.en.md)**
识别8种中国交通警察指挥手势的Pytorch深度学习项目
<p align="center">
<img src="docs/intro.gif" width="480">
</p>
## 论文
电子学报: http://www.ejournal.org.cn/CN/10.3969/j.issn.0372-2112.2020.05.018
## 安装
### 下载模型参数文件`checkpoint`和生成的骨架`generated`
下载地址:
[GoogleDrive](https://drive.google.com/drive/folders/1kngUBiiUWUOt1NeasHS9IMGQvJrFoxpO?usp=sharing)
[Nutstore 坚果云](https://www.jianguoyun.com/p/DQz4eNMQ9_LMBhi-9dYD)
放置在:
```
ctpgr-pytorch/checkpoints
ctpgr-pytorch/generated
```
### 下载交警手势数据集(必选)和AI Challenger数据集(可选)
交警手势数据集下载:
[Google Drive](https://drive.google.com/drive/folders/13KHZpweTE1vRGAMF7wqMDE35kDw40Uym?usp=sharing)
[Nutstore 坚果云](https://www.jianguoyun.com/p/DQFgxv8Q9_LMBhiVrvYB)
放置在:
```
(用户文件夹)/PoliceGestureLong
(用户文件夹)/AI_challenger_keypoint
# 用户文件夹 在 Windows下是'C:\Users\(用户名)',在Linux下是 '/home/(用户名)'
```
### 安装Pytorch和其它依赖:
```bash
# Python 3.8.5
conda install pytorch torchvision torchaudio cudatoolkit=10.2 -c pytorch
conda install ujson
pip install visdom opencv-python imgaug
```
## 使用
```bash
# 识别自定义视频文件
python ctpgr.py -p C:\012.mp4
# 识别摄像头实时视频
python ctpgr.py -r
# 识别交警数据集中test文件夹第0个视频
python ctpgr.py -b 0
# 训练等其它功能见帮助
python ctpgr.py --help
```
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温馨提示
基于python+深度学习开发的中国交通警察指挥手势识别+源码+数据集,适合毕业设计、课程设计、项目开发。项目源码已经过严格测试,可以放心参考并在此基础上延申使用~ 基于python+深度学习开发的中国交通警察指挥手势识别+源码+数据集,适合毕业设计、课程设计、项目开发。项目源码已经过严格测试,可以放心参考并在此基础上延申使用~ 基于python+深度学习开发的中国交通警察指挥手势识别+源码+数据集,适合毕业设计、课程设计、项目开发。项目源码已经过严格测试,可以放心参考并在此基础上延申使用~ 基于python+深度学习开发的中国交通警察指挥手势识别+源码+数据集,适合毕业设计、课程设计、项目开发。项目源码已经过严格测试,可以放心参考并在此基础上延申使用~ 基于python+深度学习开发的中国交通警察指挥手势识别+源码+数据集,适合毕业设计、课程设计、项目开发。项目源码已经过严格测试,可以放心参考并在此基础上延申使用~
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